Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 8327 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.5 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Categorical | 5 |
|---|---|
| Numeric | 18 |
mean_revenue_level_event has constant value "0.0" | Constant |
std_revenue_level_event has constant value "0.0" | Constant |
userID_anonymized has a high cardinality: 8327 distinct values | High cardinality |
model has a high cardinality: 78 distinct values | High cardinality |
operating_system has a high cardinality: 53 distinct values | High cardinality |
total_count_banner_impression is highly correlated with total_count_interstitial_impression | High correlation |
total_count_interstitial_impression is highly correlated with total_count_banner_impression | High correlation |
last_time_banner_impression is highly correlated with last_time_level_event | High correlation |
last_time_level_event is highly correlated with last_time_banner_impression | High correlation |
mean_revenue_level_event is highly correlated with operating_system and 2 other fields | High correlation |
operating_system is highly correlated with mean_revenue_level_event and 1 other fields | High correlation |
std_revenue_level_event is highly correlated with mean_revenue_level_event and 2 other fields | High correlation |
model is highly correlated with mean_revenue_level_event and 1 other fields | High correlation |
userID_anonymized is uniformly distributed | Uniform |
userID_anonymized has unique values | Unique |
mean_revenue_interstitial_impression has 471 (5.7%) zeros | Zeros |
mean_revenue_rewarded_impression has 6101 (73.3%) zeros | Zeros |
std_revenue_banner_impression has 1412 (17.0%) zeros | Zeros |
std_revenue_interstitial_impression has 1929 (23.2%) zeros | Zeros |
std_revenue_rewarded_impression has 7602 (91.3%) zeros | Zeros |
total_count_interstitial_impression has 471 (5.7%) zeros | Zeros |
total_count_rewarded_impression has 6101 (73.3%) zeros | Zeros |
last_time_banner_impression has 203 (2.4%) zeros | Zeros |
last_time_interstitial_impression has 513 (6.2%) zeros | Zeros |
last_time_level_event has 172 (2.1%) zeros | Zeros |
last_time_rewarded_impression has 6101 (73.3%) zeros | Zeros |
mean_wifi_state has 1181 (14.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-31 10:40:29.468610 |
|---|---|
| Analysis finished | 2021-03-31 10:41:01.492351 |
| Duration | 32.02 seconds |
| Software version | pandas-profiling v2.10.1 |
| Download configuration | config.yaml |
| Distinct | 8327 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.2 KiB |
| b8fc3ca1-851a | 1 |
|---|---|
| 7047c321-6372 | 1 |
| 9f459220-15f9 | 1 |
| 3b28b962-e4ef | 1 |
| dfea96f0-9481 | 1 |
| Other values (8322) |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 108251 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 8327 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 00081f8b-253d |
|---|---|
| 2nd row | 000ab112-2616 |
| 3rd row | 002ff54d-8749 |
| 4th row | 0030d0af-2830 |
| 5th row | 00441340-5d9c |
| Value | Count | Frequency (%) |
| b8fc3ca1-851a | 1 | < 0.1% |
| 7047c321-6372 | 1 | < 0.1% |
| 9f459220-15f9 | 1 | < 0.1% |
| 3b28b962-e4ef | 1 | < 0.1% |
| dfea96f0-9481 | 1 | < 0.1% |
| bbf2611f-240e | 1 | < 0.1% |
| 1ae2129e-cd90 | 1 | < 0.1% |
| 550e803e-0185 | 1 | < 0.1% |
| 777089ec-4abc | 1 | < 0.1% |
| 92737164-936b | 1 | < 0.1% |
| Other values (8317) | 8317 |
| Value | Count | Frequency (%) |
| b8fc3ca1-851a | 1 | < 0.1% |
| 7047c321-6372 | 1 | < 0.1% |
| 9f459220-15f9 | 1 | < 0.1% |
| 3b28b962-e4ef | 1 | < 0.1% |
| dfea96f0-9481 | 1 | < 0.1% |
| bbf2611f-240e | 1 | < 0.1% |
| 1ae2129e-cd90 | 1 | < 0.1% |
| 550e803e-0185 | 1 | < 0.1% |
| 777089ec-4abc | 1 | < 0.1% |
| 92737164-936b | 1 | < 0.1% |
| Other values (8317) | 8317 |
Most occurring characters
| Value | Count | Frequency (%) |
| - | 8327 | 7.7% |
| c | 6354 | 5.9% |
| f | 6334 | 5.9% |
| d | 6328 | 5.8% |
| 9 | 6323 | 5.8% |
| 2 | 6287 | 5.8% |
| 5 | 6278 | 5.8% |
| e | 6274 | 5.8% |
| 3 | 6242 | 5.8% |
| a | 6232 | 5.8% |
| Other values (7) | 43272 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 62173 | |
| Lowercase Letter | 37751 | |
| Dash Punctuation | 8327 | 7.7% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 9 | 6323 | |
| 2 | 6287 | |
| 5 | 6278 | |
| 3 | 6242 | |
| 7 | 6223 | |
| 4 | 6196 | |
| 0 | 6194 | |
| 6 | 6174 | |
| 8 | 6158 | |
| 1 | 6098 |
| Value | Count | Frequency (%) |
| c | 6354 | |
| f | 6334 | |
| d | 6328 | |
| e | 6274 | |
| a | 6232 | |
| b | 6229 |
| Value | Count | Frequency (%) |
| - | 8327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 70500 | |
| Latin | 37751 |
Most frequent character per script
| Value | Count | Frequency (%) |
| - | 8327 | |
| 9 | 6323 | |
| 2 | 6287 | |
| 5 | 6278 | |
| 3 | 6242 | |
| 7 | 6223 | |
| 4 | 6196 | |
| 0 | 6194 | |
| 6 | 6174 | |
| 8 | 6158 |
| Value | Count | Frequency (%) |
| c | 6354 | |
| f | 6334 | |
| d | 6328 | |
| e | 6274 | |
| a | 6232 | |
| b | 6229 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 108251 |
Most frequent character per block
| Value | Count | Frequency (%) |
| - | 8327 | 7.7% |
| c | 6354 | 5.9% |
| f | 6334 | 5.9% |
| d | 6328 | 5.8% |
| 9 | 6323 | 5.8% |
| 2 | 6287 | 5.8% |
| 5 | 6278 | 5.8% |
| e | 6274 | 5.8% |
| 3 | 6242 | 5.8% |
| a | 6232 | 5.8% |
| Other values (7) | 43272 |
mean_revenue_banner_impression
Real number (ℝ≥0)
| Distinct | 5936 |
|---|---|
| Distinct (%) | 71.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0005221691362 |
|---|---|
| Minimum | 0 |
| Maximum | 0.01 |
| Zeros | 26 |
| Zeros (%) | 0.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.000206335 |
| Q1 | 0.0003712757727 |
| median | 0.0004341166667 |
| Q3 | 0.0006 |
| 95-th percentile | 0.001056578947 |
| Maximum | 0.01 |
| Range | 0.01 |
| Interquartile range (IQR) | 0.0002287242273 |
Descriptive statistics
| Standard deviation | 0.0003730829112 |
|---|---|
| Coefficient of variation (CV) | 0.7144867157 |
| Kurtosis | 134.5641549 |
| Mean | 0.0005221691362 |
| Median Absolute Deviation (MAD) | 0.0001041452381 |
| Skewness | 8.022347211 |
| Sum | 4.348102397 |
| Variance | 1.391908586 × 107 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0006 | 471 | 5.7% |
| 0.0004 | 372 | 4.5% |
| 0.0004 | 183 | 2.2% |
| 0.0004 | 172 | 2.1% |
| 0.0005 | 42 | 0.5% |
| 0.0003 | 34 | 0.4% |
| 0.0008 | 27 | 0.3% |
| 0 | 26 | 0.3% |
| 0.0014 | 25 | 0.3% |
| 0.001 | 24 | 0.3% |
| Other values (5926) | 6951 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 4.60483871 × 105 | 1 | < 0.1% |
| 5 × 105 | 1 | < 0.1% |
| 5.125405405 × 105 | 1 | < 0.1% |
| 6.352941176 × 105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.01 | 1 | |
| 0.009564711111 | 1 | |
| 0.007352 | 1 | |
| 0.006119333333 | 1 | |
| 0.00604 | 1 |
| Distinct | 3108 |
|---|---|
| Distinct (%) | 37.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02668262276 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1825985 |
| Zeros | 471 |
| Zeros (%) | 5.7% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.02239208075 |
| median | 0.0275 |
| Q3 | 0.0309375 |
| 95-th percentile | 0.0425 |
| Maximum | 0.1825985 |
| Range | 0.1825985 |
| Interquartile range (IQR) | 0.008545419255 |
Descriptive statistics
| Standard deviation | 0.01034003777 |
|---|---|
| Coefficient of variation (CV) | 0.3875195427 |
| Kurtosis | 10.75169327 |
| Mean | 0.02668262276 |
| Median Absolute Deviation (MAD) | 0.004310810811 |
| Skewness | 0.3714099411 |
| Sum | 222.1861997 |
| Variance | 0.0001069163811 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.03 | 952 | 11.4% |
| 0 | 471 | 5.7% |
| 0.035 | 281 | 3.4% |
| 0.0275 | 237 | 2.8% |
| 0.025 | 189 | 2.3% |
| 0.0325 | 146 | 1.8% |
| 0.05 | 121 | 1.5% |
| 0.04 | 115 | 1.4% |
| 0.03166666667 | 108 | 1.3% |
| 0.02625 | 106 | 1.3% |
| Other values (3098) | 5601 |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 0.001109375 | 1 | < 0.1% |
| 0.00115045 | 1 | < 0.1% |
| 0.004 | 2 | < 0.1% |
| 0.005666666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.1825985 | 1 | |
| 0.15005 | 1 | |
| 0.09789643007 | 1 | |
| 0.090050003 | 2 | |
| 0.080050003 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.2 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 24981 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 8327 |
| Value | Count | Frequency (%) |
| 0.0 | 8327 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16654 | |
| Other Punctuation | 8327 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 16654 |
| Value | Count | Frequency (%) |
| . | 8327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24981 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24981 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
| Distinct | 357 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00975634518 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1 |
| Zeros | 6101 |
| Zeros (%) | 73.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.018 |
| 95-th percentile | 0.04166666667 |
| Maximum | 0.1 |
| Range | 0.1 |
| Interquartile range (IQR) | 0.018 |
Descriptive statistics
| Standard deviation | 0.01750974335 |
|---|---|
| Coefficient of variation (CV) | 1.794703142 |
| Kurtosis | 2.10176462 |
| Mean | 0.00975634518 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.652640363 |
| Sum | 81.24108631 |
| Variance | 0.0003065911122 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 0.04 | 883 | 10.6% |
| 0.045 | 181 | 2.2% |
| 0.018 | 97 | 1.2% |
| 0.0275 | 69 | 0.8% |
| 0.02 | 68 | 0.8% |
| 0.08 | 49 | 0.6% |
| 0.0425 | 44 | 0.5% |
| 0.0225 | 43 | 0.5% |
| 0.025 | 40 | 0.5% |
| Other values (347) | 752 | 9.0% |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 0.0045356 | 1 | < 0.1% |
| 0.01 | 4 | < 0.1% |
| 0.010032 | 1 | < 0.1% |
| 0.01133333333 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.1 | 10 | 0.1% |
| 0.095 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.09 | 4 | < 0.1% |
| 0.08 | 49 |
| Distinct | 6465 |
|---|---|
| Distinct (%) | 77.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0002298932863 |
|---|---|
| Minimum | 0 |
| Maximum | 0.006717514421 |
| Zeros | 1412 |
| Zeros (%) | 17.0% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.472135955 × 105 |
| median | 0.0001162419757 |
| Q3 | 0.0002514402955 |
| 95-th percentile | 0.0007779328258 |
| Maximum | 0.006717514421 |
| Range | 0.006717514421 |
| Interquartile range (IQR) | 0.000206718936 |
Descriptive statistics
| Standard deviation | 0.0003986040765 |
|---|---|
| Coefficient of variation (CV) | 1.733865668 |
| Kurtosis | 44.86250919 |
| Mean | 0.0002298932863 |
| Median Absolute Deviation (MAD) | 8.88596428 × 105 |
| Skewness | 5.433065532 |
| Sum | 1.914321395 |
| Variance | 1.588852098 × 107 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1412 | 17.0% |
| 0.0004 | 10 | 0.1% |
| 0.0004242640687 | 9 | 0.1% |
| 5.773502692 × 105 | 9 | 0.1% |
| 9.660917831 × 105 | 8 | 0.1% |
| 0.0001788854382 | 8 | 0.1% |
| 2.886751346 × 105 | 8 | 0.1% |
| 0.0001414213562 | 7 | 0.1% |
| 4.472135955 × 105 | 7 | 0.1% |
| 0.00055 | 7 | 0.1% |
| Other values (6455) | 6842 |
| Value | Count | Frequency (%) |
| 0 | 1412 | |
| 2.683281573 × 107 | 1 | < 0.1% |
| 2.752988806 × 107 | 1 | < 0.1% |
| 3 × 107 | 1 | < 0.1% |
| 3.207134903 × 107 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.006717514421 | 1 | |
| 0.006287495066 | 1 | |
| 0.005719368839 | 1 | |
| 0.004546716082 | 1 | |
| 0.00433893009 | 1 |
| Distinct | 4188 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004708151302 |
|---|---|
| Minimum | 0 |
| Maximum | 0.08108329824 |
| Zeros | 1929 |
| Zeros (%) | 23.2% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.002041241452 |
| median | 0.004082482905 |
| Q3 | 0.006531089102 |
| 95-th percentile | 0.01192581549 |
| Maximum | 0.08108329824 |
| Range | 0.08108329824 |
| Interquartile range (IQR) | 0.004489847649 |
Descriptive statistics
| Standard deviation | 0.004506547278 |
|---|---|
| Coefficient of variation (CV) | 0.9571797907 |
| Kurtosis | 25.52887288 |
| Mean | 0.004708151302 |
| Median Absolute Deviation (MAD) | 0.002314715952 |
| Skewness | 2.937585233 |
| Sum | 39.20477589 |
| Variance | 2.030896837 × 105 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1929 | 23.2% |
| 0.003535533906 | 111 | 1.3% |
| 0.003535533906 | 105 | 1.3% |
| 0.002886751346 | 89 | 1.1% |
| 0.0025 | 80 | 1.0% |
| 0.002886751346 | 80 | 1.0% |
| 0.002886751346 | 58 | 0.7% |
| 0.01154700538 | 51 | 0.6% |
| 0.005 | 43 | 0.5% |
| 0.002886751346 | 43 | 0.5% |
| Other values (4178) | 5738 |
| Value | Count | Frequency (%) |
| 0 | 1929 | |
| 1.767731598 × 105 | 1 | < 0.1% |
| 2.041200627 × 105 | 1 | < 0.1% |
| 2.041200627 × 105 | 1 | < 0.1% |
| 2.236023256 × 105 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.08108329824 | 1 | |
| 0.06931089982 | 1 | |
| 0.0541848745 | 1 | |
| 0.04953283214 | 1 | |
| 0.04650864359 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.2 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 24981 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
| Value | Count | Frequency (%) |
| 0.0 | 8327 |
| Value | Count | Frequency (%) |
| 0.0 | 8327 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 16654 | |
| Other Punctuation | 8327 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 16654 |
| Value | Count | Frequency (%) |
| . | 8327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 24981 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24981 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 16654 | |
| . | 8327 |
| Distinct | 413 |
|---|---|
| Distinct (%) | 5.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0009224826137 |
|---|---|
| Minimum | 0 |
| Maximum | 0.04725815626 |
| Zeros | 7602 |
| Zeros (%) | 91.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.008838834765 |
| Maximum | 0.04725815626 |
| Range | 0.04725815626 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.003617943468 |
|---|---|
| Coefficient of variation (CV) | 3.921963856 |
| Kurtosis | 34.34179032 |
| Mean | 0.0009224826137 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.22593711 |
| Sum | 7.681512724 |
| Variance | 1.308951494 × 105 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7602 | |
| 0.01555634919 | 29 | 0.3% |
| 0.003535533906 | 29 | 0.3% |
| 0.003535533906 | 24 | 0.3% |
| 0.01060660172 | 23 | 0.3% |
| 0.01237436867 | 22 | 0.3% |
| 0.008838834765 | 21 | 0.3% |
| 0.008838834765 | 16 | 0.2% |
| 0.01414213562 | 10 | 0.1% |
| 0.01270170592 | 9 | 0.1% |
| Other values (403) | 542 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 7602 | |
| 2.886693611 × 105 | 1 | < 0.1% |
| 4.5254834 × 105 | 1 | < 0.1% |
| 0.0001131606528 | 1 | < 0.1% |
| 0.0007071067812 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.04725815626 | 1 | |
| 0.04242640687 | 2 | |
| 0.03889087297 | 2 | |
| 0.0375277675 | 1 | |
| 0.03744440323 | 1 |
| Distinct | 277 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.72727273 |
|---|---|
| Minimum | 0 |
| Maximum | 596 |
| Zeros | 26 |
| Zeros (%) | 0.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 21 |
| Q3 | 46 |
| 95-th percentile | 128 |
| Maximum | 596 |
| Range | 596 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 46.26717681 |
|---|---|
| Coefficient of variation (CV) | 1.259749864 |
| Kurtosis | 16.36676802 |
| Mean | 36.72727273 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 3.216623721 |
| Sum | 305828 |
| Variance | 2140.65165 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 270 | 3.2% |
| 4 | 268 | 3.2% |
| 10 | 246 | 3.0% |
| 6 | 244 | 2.9% |
| 5 | 243 | 2.9% |
| 2 | 236 | 2.8% |
| 8 | 235 | 2.8% |
| 12 | 215 | 2.6% |
| 1 | 214 | 2.6% |
| 13 | 206 | 2.5% |
| Other values (267) | 5950 |
| Value | Count | Frequency (%) |
| 0 | 26 | 0.3% |
| 1 | 214 | |
| 2 | 236 | |
| 3 | 197 | |
| 4 | 268 |
| Value | Count | Frequency (%) |
| 596 | 1 | |
| 507 | 1 | |
| 469 | 1 | |
| 455 | 1 | |
| 451 | 1 |
| Distinct | 110 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.37024138 |
|---|---|
| Minimum | 0 |
| Maximum | 212 |
| Zeros | 471 |
| Zeros (%) | 5.7% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 12 |
| 95-th percentile | 37 |
| Maximum | 212 |
| Range | 212 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 13.91063732 |
|---|---|
| Coefficient of variation (CV) | 1.341399569 |
| Kurtosis | 26.06580814 |
| Mean | 10.37024138 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 3.900920541 |
| Sum | 86353 |
| Variance | 193.5058306 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 771 | 9.3% |
| 1 | 760 | 9.1% |
| 3 | 741 | 8.9% |
| 4 | 676 | 8.1% |
| 5 | 586 | 7.0% |
| 6 | 475 | 5.7% |
| 0 | 471 | 5.7% |
| 7 | 403 | 4.8% |
| 8 | 383 | 4.6% |
| 9 | 314 | 3.8% |
| Other values (100) | 2747 |
| Value | Count | Frequency (%) |
| 0 | 471 | |
| 1 | 760 | |
| 2 | 771 | |
| 3 | 741 | |
| 4 | 676 |
| Value | Count | Frequency (%) |
| 212 | 1 | |
| 196 | 1 | |
| 161 | 1 | |
| 153 | 1 | |
| 139 | 2 |
total_count_level_event
Real number (ℝ≥0)
| Distinct | 234 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.15647892 |
|---|---|
| Minimum | 0 |
| Maximum | 666 |
| Zeros | 16 |
| Zeros (%) | 0.2% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 11 |
| median | 19 |
| Q3 | 39 |
| 95-th percentile | 103 |
| Maximum | 666 |
| Range | 666 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 37.39019653 |
|---|---|
| Coefficient of variation (CV) | 1.162757795 |
| Kurtosis | 28.96861086 |
| Mean | 32.15647892 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 3.806947495 |
| Sum | 267767 |
| Variance | 1398.026797 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 418 | 5.0% |
| 9 | 283 | 3.4% |
| 16 | 251 | 3.0% |
| 3 | 250 | 3.0% |
| 12 | 249 | 3.0% |
| 13 | 245 | 2.9% |
| 5 | 244 | 2.9% |
| 8 | 232 | 2.8% |
| 11 | 231 | 2.8% |
| 7 | 231 | 2.8% |
| Other values (224) | 5693 |
| Value | Count | Frequency (%) |
| 0 | 16 | 0.2% |
| 1 | 66 | 0.8% |
| 2 | 128 | |
| 3 | 250 | |
| 4 | 81 | 1.0% |
| Value | Count | Frequency (%) |
| 666 | 1 | |
| 609 | 1 | |
| 398 | 1 | |
| 394 | 1 | |
| 357 | 1 |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5429326288 |
|---|---|
| Minimum | 0 |
| Maximum | 32 |
| Zeros | 6101 |
| Zeros (%) | 73.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.483531244 |
|---|---|
| Coefficient of variation (CV) | 2.732440758 |
| Kurtosis | 71.76080173 |
| Mean | 0.5429326288 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.590243624 |
| Sum | 4521 |
| Variance | 2.200864951 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 1 | 1408 | 16.9% |
| 2 | 380 | 4.6% |
| 3 | 156 | 1.9% |
| 4 | 81 | 1.0% |
| 5 | 64 | 0.8% |
| 6 | 39 | 0.5% |
| 8 | 26 | 0.3% |
| 7 | 21 | 0.3% |
| 9 | 14 | 0.2% |
| Other values (14) | 37 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 1 | 1408 | 16.9% |
| 2 | 380 | 4.6% |
| 3 | 156 | 1.9% |
| 4 | 81 | 1.0% |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 24 | 1 | |
| 22 | 1 | |
| 21 | 1 | |
| 20 | 1 |
| Distinct | 3224 |
|---|---|
| Distinct (%) | 38.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1587.088147 |
|---|---|
| Minimum | 0 |
| Maximum | 5759 |
| Zeros | 203 |
| Zeros (%) | 2.4% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 801 |
| Q3 | 2934 |
| 95-th percentile | 5350.7 |
| Maximum | 5759 |
| Range | 5759 |
| Interquartile range (IQR) | 2927 |
Descriptive statistics
| Standard deviation | 1847.378872 |
|---|---|
| Coefficient of variation (CV) | 1.16400521 |
| Kurtosis | -0.6633287444 |
| Mean | 1587.088147 |
| Median Absolute Deviation (MAD) | 798 |
| Skewness | 0.8567764343 |
| Sum | 13215683 |
| Variance | 3412808.697 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 394 | 4.7% |
| 1 | 348 | 4.2% |
| 3 | 321 | 3.9% |
| 4 | 280 | 3.4% |
| 5 | 254 | 3.1% |
| 0 | 203 | 2.4% |
| 7 | 160 | 1.9% |
| 6 | 154 | 1.8% |
| 8 | 116 | 1.4% |
| 9 | 103 | 1.2% |
| Other values (3214) | 5994 |
| Value | Count | Frequency (%) |
| 0 | 203 | |
| 1 | 348 | |
| 2 | 394 | |
| 3 | 321 | |
| 4 | 280 |
| Value | Count | Frequency (%) |
| 5759 | 5 | |
| 5758 | 4 | |
| 5757 | 2 | < 0.1% |
| 5756 | 1 | < 0.1% |
| 5754 | 2 | < 0.1% |
| Distinct | 2990 |
|---|---|
| Distinct (%) | 35.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1322.423802 |
|---|---|
| Minimum | 0 |
| Maximum | 5759 |
| Zeros | 513 |
| Zeros (%) | 6.2% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 209 |
| Q3 | 2496 |
| 95-th percentile | 5070.3 |
| Maximum | 5759 |
| Range | 5759 |
| Interquartile range (IQR) | 2492 |
Descriptive statistics
| Standard deviation | 1743.743025 |
|---|---|
| Coefficient of variation (CV) | 1.318596219 |
| Kurtosis | -0.07015763026 |
| Mean | 1322.423802 |
| Median Absolute Deviation (MAD) | 209 |
| Skewness | 1.122802386 |
| Sum | 11011823 |
| Variance | 3040639.737 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 513 | 6.2% |
| 1 | 470 | 5.6% |
| 2 | 454 | 5.5% |
| 3 | 376 | 4.5% |
| 4 | 341 | 4.1% |
| 5 | 225 | 2.7% |
| 6 | 179 | 2.1% |
| 7 | 163 | 2.0% |
| 8 | 124 | 1.5% |
| 9 | 104 | 1.2% |
| Other values (2980) | 5378 |
| Value | Count | Frequency (%) |
| 0 | 513 | |
| 1 | 470 | |
| 2 | 454 | |
| 3 | 376 | |
| 4 | 341 |
| Value | Count | Frequency (%) |
| 5759 | 3 | |
| 5758 | 2 | |
| 5757 | 3 | |
| 5756 | 1 | < 0.1% |
| 5755 | 1 | < 0.1% |
| Distinct | 3227 |
|---|---|
| Distinct (%) | 38.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1587.319923 |
|---|---|
| Minimum | 0 |
| Maximum | 5759 |
| Zeros | 172 |
| Zeros (%) | 2.1% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 794 |
| Q3 | 2930 |
| 95-th percentile | 5350 |
| Maximum | 5759 |
| Range | 5759 |
| Interquartile range (IQR) | 2923 |
Descriptive statistics
| Standard deviation | 1848.971685 |
|---|---|
| Coefficient of variation (CV) | 1.164838706 |
| Kurtosis | -0.663072578 |
| Mean | 1587.319923 |
| Median Absolute Deviation (MAD) | 791 |
| Skewness | 0.858076271 |
| Sum | 13217613 |
| Variance | 3418696.29 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 407 | 4.9% |
| 1 | 366 | 4.4% |
| 3 | 345 | 4.1% |
| 4 | 284 | 3.4% |
| 5 | 261 | 3.1% |
| 6 | 174 | 2.1% |
| 0 | 172 | 2.1% |
| 7 | 151 | 1.8% |
| 9 | 112 | 1.3% |
| 8 | 111 | 1.3% |
| Other values (3217) | 5944 |
| Value | Count | Frequency (%) |
| 0 | 172 | |
| 1 | 366 | |
| 2 | 407 | |
| 3 | 345 | |
| 4 | 284 |
| Value | Count | Frequency (%) |
| 5759 | 6 | |
| 5758 | 4 | |
| 5757 | 2 | < 0.1% |
| 5756 | 1 | < 0.1% |
| 5754 | 2 | < 0.1% |
| Distinct | 1099 |
|---|---|
| Distinct (%) | 13.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 272.3716825 |
|---|---|
| Minimum | 0 |
| Maximum | 5751 |
| Zeros | 6101 |
| Zeros (%) | 73.3% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 2101.2 |
| Maximum | 5751 |
| Range | 5751 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 881.5745591 |
|---|---|
| Coefficient of variation (CV) | 3.236660107 |
| Kurtosis | 16.03154891 |
| Mean | 272.3716825 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.939369778 |
| Sum | 2268039 |
| Variance | 777173.7032 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 6 | 155 | 1.9% |
| 5 | 151 | 1.8% |
| 7 | 98 | 1.2% |
| 4 | 72 | 0.9% |
| 8 | 72 | 0.9% |
| 10 | 45 | 0.5% |
| 9 | 40 | 0.5% |
| 12 | 30 | 0.4% |
| 13 | 27 | 0.3% |
| Other values (1089) | 1536 | 18.4% |
| Value | Count | Frequency (%) |
| 0 | 6101 | |
| 1 | 2 | < 0.1% |
| 2 | 6 | 0.1% |
| 3 | 16 | 0.2% |
| 4 | 72 | 0.9% |
| Value | Count | Frequency (%) |
| 5751 | 1 | |
| 5742 | 1 | |
| 5740 | 1 | |
| 5738 | 1 | |
| 5736 | 1 |
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.2 KiB |
| iPhone12,1 | |
|---|---|
| iPhone11,8 | |
| iPhone9,1 | |
| iPhone12,8 | |
| iPhone8,1 | 386 |
| Other values (73) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 9.367239102 |
| Min length | 7 |
Characters and Unicode
| Total characters | 78001 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | iPhone8,2 |
|---|---|
| 2nd row | iPhone12,1 |
| 3rd row | iPhone12,8 |
| 4th row | iPhone9,3 |
| 5th row | iPhone10,2 |
| Value | Count | Frequency (%) |
| iPhone12,1 | 1260 | |
| iPhone11,8 | 1252 | |
| iPhone9,1 | 563 | 6.8% |
| iPhone12,8 | 523 | 6.3% |
| iPhone8,1 | 386 | 4.6% |
| iPhone10,2 | 325 | 3.9% |
| iPhone10,1 | 311 | 3.7% |
| iPhone12,5 | 255 | 3.1% |
| iPhone9,2 | 220 | 2.6% |
| iPhone10,4 | 197 | 2.4% |
| Other values (68) | 3035 |
| Value | Count | Frequency (%) |
| iphone12,1 | 1260 | |
| iphone11,8 | 1252 | |
| iphone9,1 | 563 | 6.8% |
| iphone12,8 | 523 | 6.3% |
| iphone8,1 | 386 | 4.6% |
| iphone10,2 | 325 | 3.9% |
| iphone10,1 | 311 | 3.7% |
| iphone12,5 | 255 | 3.1% |
| iphone9,2 | 220 | 2.6% |
| iphone10,4 | 197 | 2.4% |
| Other values (68) | 3035 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10631 | |
| i | 8327 | |
| P | 8327 | |
| , | 8327 | |
| o | 7238 | |
| h | 7004 | |
| n | 7004 | |
| e | 7004 | |
| 2 | 3347 | 4.3% |
| 8 | 2449 | 3.1% |
| Other values (9) | 8343 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 38989 | |
| Decimal Number | 22358 | |
| Uppercase Letter | 8327 | 10.7% |
| Other Punctuation | 8327 | 10.7% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 10631 | |
| 2 | 3347 | 15.0% |
| 8 | 2449 | 11.0% |
| 0 | 1247 | 5.6% |
| 9 | 1194 | 5.3% |
| 3 | 837 | 3.7% |
| 5 | 786 | 3.5% |
| 7 | 759 | 3.4% |
| 4 | 582 | 2.6% |
| 6 | 526 | 2.4% |
| Value | Count | Frequency (%) |
| i | 8327 | |
| o | 7238 | |
| h | 7004 | |
| n | 7004 | |
| e | 7004 | |
| d | 1323 | 3.4% |
| a | 1089 | 2.8% |
| Value | Count | Frequency (%) |
| P | 8327 |
| Value | Count | Frequency (%) |
| , | 8327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 47316 | |
| Common | 30685 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 10631 | |
| , | 8327 | |
| 2 | 3347 | 10.9% |
| 8 | 2449 | 8.0% |
| 0 | 1247 | 4.1% |
| 9 | 1194 | 3.9% |
| 3 | 837 | 2.7% |
| 5 | 786 | 2.6% |
| 7 | 759 | 2.5% |
| 4 | 582 | 1.9% |
| Value | Count | Frequency (%) |
| i | 8327 | |
| P | 8327 | |
| o | 7238 | |
| h | 7004 | |
| n | 7004 | |
| e | 7004 | |
| d | 1323 | 2.8% |
| a | 1089 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 78001 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 10631 | |
| i | 8327 | |
| P | 8327 | |
| , | 8327 | |
| o | 7238 | |
| h | 7004 | |
| n | 7004 | |
| e | 7004 | |
| 2 | 3347 | 4.3% |
| 8 | 2449 | 3.1% |
| Other values (9) | 8343 |
| Distinct | 53 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 65.2 KiB |
| iOS 14.2 | |
|---|---|
| iOS 14.1 | |
| iOS 14.0.1 | |
| iOS 13.7 | 331 |
| iOS 14.0 | 309 |
| Other values (48) |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.390296625 |
| Min length | 8 |
Characters and Unicode
| Total characters | 69866 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 8 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | iOS 14.0.1 |
|---|---|
| 2nd row | iOS 14.2 |
| 3rd row | iOS 14.1 |
| 4th row | iOS 13.7 |
| 5th row | iOS 14.2 |
| Value | Count | Frequency (%) |
| iOS 14.2 | 4842 | |
| iOS 14.1 | 884 | 10.6% |
| iOS 14.0.1 | 520 | 6.2% |
| iOS 13.7 | 331 | 4.0% |
| iOS 14.0 | 309 | 3.7% |
| iOS 13.6.1 | 214 | 2.6% |
| iOS 13.5.1 | 169 | 2.0% |
| iOS 12.4.9 | 156 | 1.9% |
| iOS 14.2.1 | 156 | 1.9% |
| iOS 13.6 | 146 | 1.8% |
| Other values (43) | 600 | 7.2% |
| Value | Count | Frequency (%) |
| ios | 8327 | |
| 14.2 | 4842 | |
| 14.1 | 884 | 5.3% |
| 14.0.1 | 520 | 3.1% |
| 13.7 | 331 | 2.0% |
| 14.0 | 309 | 1.9% |
| 13.6.1 | 214 | 1.3% |
| 13.5.1 | 169 | 1.0% |
| 14.2.1 | 156 | 0.9% |
| 12.4.9 | 156 | 0.9% |
| Other values (44) | 746 | 4.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 10547 | |
| . | 9952 | |
| i | 8327 | |
| O | 8327 | |
| S | 8327 | |
| 8327 | ||
| 4 | 7182 | |
| 2 | 5375 | |
| 3 | 1491 | 2.1% |
| 0 | 890 | 1.3% |
| Other values (5) | 1121 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26606 | |
| Uppercase Letter | 16654 | |
| Other Punctuation | 9952 | 14.2% |
| Lowercase Letter | 8327 | 11.9% |
| Space Separator | 8327 | 11.9% |
Most frequent character per category
| Value | Count | Frequency (%) |
| 1 | 10547 | |
| 4 | 7182 | |
| 2 | 5375 | |
| 3 | 1491 | 5.6% |
| 0 | 890 | 3.3% |
| 6 | 366 | 1.4% |
| 7 | 333 | 1.3% |
| 5 | 190 | 0.7% |
| 9 | 156 | 0.6% |
| 8 | 76 | 0.3% |
| Value | Count | Frequency (%) |
| O | 8327 | |
| S | 8327 |
| Value | Count | Frequency (%) |
| i | 8327 |
| Value | Count | Frequency (%) |
| 8327 |
| Value | Count | Frequency (%) |
| . | 9952 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 44885 | |
| Latin | 24981 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 1 | 10547 | |
| . | 9952 | |
| 8327 | ||
| 4 | 7182 | |
| 2 | 5375 | |
| 3 | 1491 | 3.3% |
| 0 | 890 | 2.0% |
| 6 | 366 | 0.8% |
| 7 | 333 | 0.7% |
| 5 | 190 | 0.4% |
| Other values (2) | 232 | 0.5% |
| Value | Count | Frequency (%) |
| i | 8327 | |
| O | 8327 | |
| S | 8327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 69866 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 1 | 10547 | |
| . | 9952 | |
| i | 8327 | |
| O | 8327 | |
| S | 8327 | |
| 8327 | ||
| 4 | 7182 | |
| 2 | 5375 | |
| 3 | 1491 | 2.1% |
| 0 | 890 | 1.3% |
| Other values (5) | 1121 | 1.6% |
| Distinct | 1373 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7771132884 |
|---|---|
| Minimum | 0 |
| Maximum | 1 |
| Zeros | 1181 |
| Zeros (%) | 14.2% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.6976744186 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.3023255814 |
Descriptive statistics
| Standard deviation | 0.3755285386 |
|---|---|
| Coefficient of variation (CV) | 0.4832352557 |
| Kurtosis | 0.06579014538 |
| Mean | 0.7771132884 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.350939843 |
| Sum | 6471.022352 |
| Variance | 0.1410216833 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5333 | |
| 0 | 1181 | 14.2% |
| 0.6 | 13 | 0.2% |
| 0.8 | 11 | 0.1% |
| 0.8181818182 | 10 | 0.1% |
| 0.4 | 9 | 0.1% |
| 0.7142857143 | 8 | 0.1% |
| 0.5714285714 | 8 | 0.1% |
| 0.3333333333 | 8 | 0.1% |
| 0.6666666667 | 7 | 0.1% |
| Other values (1363) | 1739 | 20.9% |
| Value | Count | Frequency (%) |
| 0 | 1181 | |
| 0.005405405405 | 1 | < 0.1% |
| 0.005917159763 | 1 | < 0.1% |
| 0.008620689655 | 1 | < 0.1% |
| 0.01086956522 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 5333 | |
| 0.9983471074 | 1 | < 0.1% |
| 0.9981096408 | 1 | < 0.1% |
| 0.9974358974 | 1 | < 0.1% |
| 0.9974093264 | 1 | < 0.1% |
last_session_no
Real number (ℝ≥0)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.35102678 |
|---|---|
| Minimum | 1 |
| Maximum | 67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 67 |
| Range | 66 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.433926422 |
|---|---|
| Coefficient of variation (CV) | 1.024738579 |
| Kurtosis | 49.94285072 |
| Mean | 3.35102678 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.823208489 |
| Sum | 27904 |
| Variance | 11.79185068 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2663 | |
| 2 | 1785 | |
| 3 | 1198 | |
| 4 | 829 | 10.0% |
| 5 | 565 | 6.8% |
| 6 | 345 | 4.1% |
| 7 | 236 | 2.8% |
| 8 | 170 | 2.0% |
| 9 | 143 | 1.7% |
| 10 | 96 | 1.2% |
| Other values (29) | 297 | 3.6% |
| Value | Count | Frequency (%) |
| 1 | 2663 | |
| 2 | 1785 | |
| 3 | 1198 | |
| 4 | 829 | 10.0% |
| 5 | 565 | 6.8% |
| Value | Count | Frequency (%) |
| 67 | 1 | |
| 59 | 1 | |
| 55 | 1 | |
| 53 | 1 | |
| 49 | 1 |
last_level
Real number (ℝ≥0)
| Distinct | 85 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 284.0142909 |
|---|---|
| Minimum | 0 |
| Maximum | 1010 |
| Zeros | 74 |
| Zeros (%) | 0.9% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 65 |
| median | 67 |
| Q3 | 116 |
| 95-th percentile | 1004.7 |
| Maximum | 1010 |
| Range | 1010 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 394.5503538 |
|---|---|
| Coefficient of variation (CV) | 1.389191905 |
| Kurtosis | -0.3746700747 |
| Mean | 284.0142909 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.268439355 |
| Sum | 2364987 |
| Variance | 155669.9817 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 65 | 3230 | |
| 67 | 1070 | 12.8% |
| 1002 | 970 | 11.6% |
| 116 | 516 | 6.2% |
| 70 | 451 | 5.4% |
| 1003 | 351 | 4.2% |
| 10 | 255 | 3.1% |
| 113 | 247 | 3.0% |
| 1004 | 181 | 2.2% |
| 1005 | 135 | 1.6% |
| Other values (75) | 921 | 11.1% |
| Value | Count | Frequency (%) |
| 0 | 74 | 0.9% |
| 4 | 105 | |
| 5 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 10 | 255 |
| Value | Count | Frequency (%) |
| 1010 | 53 | |
| 1009 | 60 | |
| 1008 | 24 | 0.3% |
| 1007 | 52 | |
| 1006 | 93 |
totalrevenue
Real number (ℝ≥0)
| Distinct | 6992 |
|---|---|
| Distinct (%) | 84.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3589169169 |
|---|---|
| Minimum | 0.0002 |
| Maximum | 7.4779144 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 65.2 KiB |
Quantile statistics
| Minimum | 0.0002 |
|---|---|
| 5-th percentile | 0.02623 |
| Q1 | 0.1008922 |
| median | 0.2346 |
| Q3 | 0.4699714 |
| 95-th percentile | 1.1232756 |
| Maximum | 7.4779144 |
| Range | 7.4777144 |
| Interquartile range (IQR) | 0.3690792 |
Descriptive statistics
| Standard deviation | 0.3996731404 |
|---|---|
| Coefficient of variation (CV) | 1.113553365 |
| Kurtosis | 27.45675537 |
| Mean | 0.3589169169 |
| Median Absolute Deviation (MAD) | 0.157276 |
| Skewness | 3.400794171 |
| Sum | 2988.701167 |
| Variance | 0.1597386192 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0004 | 52 | 0.6% |
| 0.0008 | 48 | 0.6% |
| 0.0324 | 28 | 0.3% |
| 0.0012 | 25 | 0.3% |
| 0.0006 | 24 | 0.3% |
| 0.0316 | 23 | 0.3% |
| 0.0312 | 20 | 0.2% |
| 0.0362 | 15 | 0.2% |
| 0.0024 | 14 | 0.2% |
| 0.0366 | 12 | 0.1% |
| Other values (6982) | 8066 |
| Value | Count | Frequency (%) |
| 0.0002 | 8 | |
| 0.000224 | 1 | < 0.1% |
| 0.0002312 | 1 | < 0.1% |
| 0.00025 | 1 | < 0.1% |
| 0.0002516 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.4779144 | 1 | |
| 6.1533956 | 1 | |
| 5.0399832 | 1 | |
| 4.6431332 | 1 | |
| 3.825720798 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| userID_anonymized | mean_revenue_banner_impression | mean_revenue_interstitial_impression | mean_revenue_level_event | mean_revenue_rewarded_impression | std_revenue_banner_impression | std_revenue_interstitial_impression | std_revenue_level_event | std_revenue_rewarded_impression | total_count_banner_impression | total_count_interstitial_impression | total_count_level_event | total_count_rewarded_impression | last_time_banner_impression | last_time_interstitial_impression | last_time_level_event | last_time_rewarded_impression | model | operating_system | mean_wifi_state | last_session_no | last_level | totalrevenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00081f8b-253d | 0.000400 | 0.030000 | 0.0 | 0.000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 6 | 1 | 7 | 0 | 13.0 | 2.0 | 14.0 | 0.0 | iPhone8,2 | iOS 14.0.1 | 1.000000 | 3 | 65 | 0.032400 |
| 1 | 000ab112-2616 | 0.000375 | 0.030000 | 0.0 | 0.000 | 0.000318 | 0.000000 | 0.0 | 0.0 | 2 | 1 | 2 | 0 | 0.0 | 0.0 | 0.0 | 0.0 | iPhone12,1 | iOS 14.2 | 1.000000 | 1 | 4 | 0.030750 |
| 2 | 002ff54d-8749 | 0.000669 | 0.027517 | 0.0 | 0.040 | 0.000962 | 0.005541 | 0.0 | 0.0 | 118 | 30 | 76 | 2 | 4078.0 | 4076.0 | 4078.0 | 1621.0 | iPhone12,8 | iOS 14.1 | 0.814159 | 8 | 1004 | 1.211006 |
| 3 | 0030d0af-2830 | 0.000416 | 0.022920 | 0.0 | 0.040 | 0.000184 | 0.005129 | 0.0 | 0.0 | 82 | 25 | 60 | 1 | 5137.0 | 5136.0 | 5137.0 | 763.0 | iPhone9,3 | iOS 13.7 | 1.000000 | 5 | 1003 | 0.881707 |
| 4 | 00441340-5d9c | 0.000537 | 0.030000 | 0.0 | 0.000 | 0.000096 | 0.003536 | 0.0 | 0.0 | 16 | 5 | 18 | 0 | 2368.0 | 2035.0 | 2369.0 | 0.0 | iPhone10,2 | iOS 14.2 | 1.000000 | 4 | 67 | 0.184700 |
| 5 | 00549864-6570 | 0.000361 | 0.025676 | 0.0 | 0.045 | 0.000120 | 0.006227 | 0.0 | 0.0 | 59 | 17 | 42 | 1 | 58.0 | 57.0 | 58.0 | 8.0 | iPhone9,4 | iOS 14.2 | 1.000000 | 2 | 1002 | 0.502777 |
| 6 | 006707fd-b6ec | 0.000406 | 0.030603 | 0.0 | 0.000 | 0.000026 | 0.006845 | 0.0 | 0.0 | 20 | 6 | 19 | 0 | 7.0 | 7.0 | 7.0 | 0.0 | iPhone11,8 | iOS 14.2 | 1.000000 | 1 | 67 | 0.191733 |
| 7 | 00751678-3956 | 0.000482 | 0.027083 | 0.0 | 0.000 | 0.000171 | 0.003323 | 0.0 | 0.0 | 25 | 6 | 20 | 0 | 5352.0 | 5352.0 | 5352.0 | 0.0 | iPhone11,8 | iOS 14.2 | 0.862745 | 7 | 65 | 0.174768 |
| 8 | 007950b4-6beb | 0.000184 | 0.027000 | 0.0 | 0.000 | 0.000053 | 0.004108 | 0.0 | 0.0 | 14 | 5 | 14 | 0 | 1682.0 | 73.0 | 1682.0 | 0.0 | iPhone12,1 | iOS 14.1 | 1.000000 | 2 | 65 | 0.137579 |
| 9 | 00807dbc-f7bf | 0.000367 | 0.025000 | 0.0 | 0.000 | 0.000052 | 0.000000 | 0.0 | 0.0 | 6 | 1 | 4 | 0 | 975.0 | 2.0 | 975.0 | 0.0 | iPhone13,1 | iOS 14.1 | 0.000000 | 2 | 22 | 0.027200 |
Last rows
| userID_anonymized | mean_revenue_banner_impression | mean_revenue_interstitial_impression | mean_revenue_level_event | mean_revenue_rewarded_impression | std_revenue_banner_impression | std_revenue_interstitial_impression | std_revenue_level_event | std_revenue_rewarded_impression | total_count_banner_impression | total_count_interstitial_impression | total_count_level_event | total_count_rewarded_impression | last_time_banner_impression | last_time_interstitial_impression | last_time_level_event | last_time_rewarded_impression | model | operating_system | mean_wifi_state | last_session_no | last_level | totalrevenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8317 | ffc2d2a8-f150 | 0.000611 | 0.027542 | 0.0 | 0.00 | 0.000550 | 0.005025 | 0.0 | 0.0 | 54 | 12 | 19 | 0 | 41.0 | 41.0 | 41.0 | 0.0 | iPhone8,1 | iOS 11.4.1 | 1.000000 | 2 | 67 | 0.363500 |
| 8318 | ffc53521-d36a | 0.000199 | 0.024278 | 0.0 | 0.04 | 0.000058 | 0.011144 | 0.0 | 0.0 | 25 | 9 | 28 | 1 | 82.0 | 82.0 | 82.0 | 5.0 | iPhone10,3 | iOS 14.2 | 0.000000 | 2 | 1002 | 0.263469 |
| 8319 | ffc97ffe-6d80 | 0.000391 | 0.030000 | 0.0 | 0.00 | 0.000203 | 0.013385 | 0.0 | 0.0 | 12 | 4 | 12 | 0 | 579.0 | 579.0 | 579.0 | 0.0 | iPhone8,1 | iOS 14.2 | 1.000000 | 3 | 65 | 0.124694 |
| 8320 | ffcc3117-6a52 | 0.000500 | 0.035000 | 0.0 | 0.00 | 0.000130 | 0.008660 | 0.0 | 0.0 | 14 | 5 | 78 | 0 | 4490.0 | 389.0 | 4490.0 | 0.0 | iPhone12,5 | iOS 14.0 | 0.000000 | 8 | 100 | 0.182000 |
| 8321 | ffcffd87-fd18 | 0.000336 | 0.020333 | 0.0 | 0.00 | 0.000050 | 0.004509 | 0.0 | 0.0 | 14 | 3 | 7 | 0 | 5.0 | 5.0 | 3.0 | 0.0 | iPhone10,2 | iOS 14.0.1 | 1.000000 | 1 | 65 | 0.065700 |
| 8322 | ffd0cc8e-2f06 | 0.000522 | 0.026667 | 0.0 | 0.00 | 0.000097 | 0.002887 | 0.0 | 0.0 | 9 | 3 | 7 | 0 | 4.0 | 4.0 | 3.0 | 0.0 | iPhone8,2 | iOS 14.2 | 1.000000 | 1 | 65 | 0.084700 |
| 8323 | ffeabde9-a4de | 0.000608 | 0.036667 | 0.0 | 0.00 | 0.000021 | 0.011547 | 0.0 | 0.0 | 9 | 3 | 12 | 0 | 3.0 | 3.0 | 4.0 | 0.0 | iPhone9,1 | iOS 14.2 | 0.000000 | 1 | 65 | 0.115472 |
| 8324 | ffee59c9-d0b0 | 0.000400 | 0.030000 | 0.0 | 0.00 | 0.000000 | 0.005000 | 0.0 | 0.0 | 6 | 3 | 9 | 0 | 4.0 | 3.0 | 3.0 | 0.0 | iPhone8,1 | iOS 14.1 | 1.000000 | 1 | 65 | 0.092400 |
| 8325 | fff6f770-beff | 0.000714 | 0.025000 | 0.0 | 0.00 | 0.000302 | 0.000000 | 0.0 | 0.0 | 7 | 2 | 7 | 0 | 4.0 | 4.0 | 5.0 | 0.0 | iPad4,1 | iOS 12.4.9 | 1.000000 | 1 | 65 | 0.055000 |
| 8326 | fff9c99d-2ba5 | 0.000323 | 0.025889 | 0.0 | 0.00 | 0.000088 | 0.005499 | 0.0 | 0.0 | 19 | 9 | 31 | 0 | 1737.0 | 1736.0 | 1737.0 | 0.0 | iPhone12,8 | iOS 14.2 | 0.271186 | 5 | 67 | 0.239370 |